Inner and Outer Regularity of a Finite Borel Measure on a Metric Space, and Lipschitz Approximation of Indicators
lemmaAnalysisProbabilitylem:regularity-finite-borel-measure-metric-2026aEvery Borel set is squeezed between a closed set and an open set of nearly the same finite Borel measure, so the measure is the supremum of the measures of the closed subsets and the infimum of those of the open supersets; consequently the indicator of a Borel set is approximated in mean square by Lipschitz functions with values in the unit interval.
Let be a metric space with nonempty, let be its topology of open subsets, and let be its Borel -algebra; by claim 1 of Borel Measurability and Bounded Integration on a Metric Space every open subset of and every closed subset of belongs to . Let be a Borel measure on with , and regard as a metric space with the absolute-value metric, its Borel -algebra being written . For let be the indicator of .
1. (Approximation from inside and from outside)¶ Let and let be a positive real number. Then there are a set closed in and a set open in with and
2. (Inner regularity by closed sets)¶ Let . Then the set of real numbers is nonempty and bounded above, and is its least upper bound.
3. (Outer regularity by open sets)¶ Let . Then the set of real numbers is nonempty and bounded below, and is its greatest lower bound.
4. (Lipschitz approximation of an indicator)¶ Let and let be a positive real number. Then there are a map that is Lipschitz with a constant and satisfies for every , and a set with , such that
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